{"id":"W2085701252","doi":"10.1086/502023","title":"Morbidity, Mortality, and Healthcare Burden of Nosocomial <i>Clostridium Difficile</i> -Associated Diarrhea in Canadian Hospitals","year":2002,"lang":"en","type":"article","venue":"Infection Control and Hospital Epidemiology","topic":"Clostridium difficile and Clostridium perfringens research","field":"Medicine","cited_by":195,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Canada; McGill University; Hôpital de l'Enfant-Jésus; Jewish General Hospital","funders":"","keywords":"Clostridium difficile; Diarrhea; Medicine; Intensive care medicine; Health care; Clostridium Infections; C difficile; Emergency medicine; Microbiology; Internal medicine; Antibiotics; Biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001229622,0.0002997431,0.00121591,0.0003991184,0.0001426808,0.00001522614,0.00007870588,0.0004158282,0.00011514],"category_scores_gemma":[0.003228286,0.0002809372,0.0001628155,0.0003539983,0.0003895884,0.00009253932,0.00006810982,0.0006319994,0.00001364248],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003509029,"about_ca_system_score_gemma":0.0001897161,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7214103,"about_ca_topic_score_gemma":0.1961244,"domain_scores_codex":[0.9969744,0.0004340356,0.0009057038,0.0005527109,0.000209177,0.0009239703],"domain_scores_gemma":[0.9976187,0.0009073557,0.0002403444,0.0002757156,0.000220048,0.0007378621],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006524265,0.0002292633,0.9931588,0.0001306421,0.0001392605,0.00006767232,0.0001754092,0.00003454274,0.0009266617,0.0005943406,0.001503388,0.002974779],"study_design_scores_gemma":[0.005000791,0.002173874,0.982401,0.0001416988,0.0001206834,0.00006870303,0.00005495961,0.006866593,0.0006245509,0.0003995728,0.001801795,0.0003457645],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9645262,0.003351171,0.000008686422,0.02989032,0.0003243683,0.0009033364,0.0001659219,0.00004492263,0.0007850336],"genre_scores_gemma":[0.9944663,0.004311608,0.00001054354,0.0006612117,0.0003326588,0.00006757825,0.00003815732,0.00002616433,0.00008575137],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.525286,"threshold_uncertainty_score":0.9999643,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.045425251133075,"score_gpt":0.3301270944174428,"score_spread":0.2847018432843678,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}